{ "schema_version": "1.0.0", "generated_at": "2026-07-14T07:05:54.350937Z", "build_id": "rr-20260714T07055435093-2a502d8e1c51", "name": "priority hands-on cohort", "count": 46, "category_count": 8, "category_counts": { "agent_framework": 7, "business_workflow": 1, "coding_agent": 6, "inference_runtime": 2, "mcp_infrastructure": 1, "other": 24, "rag_knowledge": 4, "security": 1 }, "global_score_rank_le_25_overlap_count": 11, "global_score_rank_le_50_overlap_count": 24, "policy": { "name": "priority hands-on cohort", "audience": [ "AI developers", "technical founders", "engineering leads" ], "minimum_count": 25, "minimum_categories": 5, "constraints": { "credential_free": true, "reproducible": true, "disposable_fixtures": true, "no_paid_or_authenticated_services": true, "safe_for_the_recorded_platform": true }, "eligibility_basis": "canonical entity with a retained passed bounded representative workflow run that clears every execution constraint", "selection_basis": "all eligible entities are selected; catalog score never grants eligibility", "ranking_role": "catalog score orders only the eligible pool; popularity and entity ID are deterministic tie-breakers", "global_rank_method": "numeric catalog score descending, popularity descending, entity ID ascending across canonical entities", "exclusion_basis": "high-ranked exclusions are published only when retained run evidence identifies an authentication, provider, platform, or hardware constraint", "category_coverage_basis": "categories are inferred by the canonical decision taxonomy and counted from selected entities", "research_url": "/radar/" }, "selected": [ { "id": "gh:openai/codex", "name": "openai/codex", "item_url": "/item/openai-codex/", "official_url": "https://github.com/openai/codex", "category": "coding_agent", "score": 9.4, "cohort_rank": 1, "global_score_rank": 2, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260714-codex-local-responses-read-workflow-v2" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731342d636f6465782d6c6f63616c2d726573706f6e7365732d726561642d776f726b666c6f772d7632.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:ag2ai/ag2", "name": "ag2ai/ag2", "item_url": "/item/ag2ai-ag2/", "official_url": "https://github.com/ag2ai/ag2", "category": "agent_framework", "score": 9.3, "cohort_rank": 2, "global_score_rank": 3, "verification_stage": "retested_recently", "run_ids": [ "cohort-20260712-ag2-deterministic-agent-routing", "cohort-20260714-ag2-deterministic-agent-routing" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d6167322d64657465726d696e69737469632d6167656e742d726f7574696e67.txt", "/data/v1/test-logs/run-636f686f72742d32303236303731342d6167322d64657465726d696e69737469632d6167656e742d726f7574696e67.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:anomalyco/opencode", "name": "anomalyco/opencode", "item_url": "/item/anomalyco-opencode/", "official_url": "https://github.com/anomalyco/opencode", "category": "other", "score": 9.3, "cohort_rank": 3, "global_score_rank": 4, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260714-opencode-local-read-agent-workflow-v5" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731342d6f70656e636f64652d6c6f63616c2d726561642d6167656e742d776f726b666c6f772d7635.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:agentscope-ai/agentscope", "name": "agentscope-ai/agentscope", "item_url": "/item/agentscope-ai-agentscope/", "official_url": "https://github.com/agentscope-ai/agentscope", "category": "agent_framework", "score": 9.2, "cohort_rank": 4, "global_score_rank": 6, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260713-agentscope-local-toolkit-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731332d6167656e7473636f70652d6c6f63616c2d746f6f6c6b69742d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:google-gemini/gemini-cli", "name": "google-gemini/gemini-cli", "item_url": "/item/google-gemini-gemini-cli/", "official_url": "https://github.com/google-gemini/gemini-cli", "category": "coding_agent", "score": 9.1, "cohort_rank": 5, "global_score_rank": 8, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260714-gemini-cli-local-read-agent-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731342d67656d696e692d636c692d6c6f63616c2d726561642d6167656e742d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:berriai/litellm", "name": "BerriAI/litellm", "item_url": "/item/berriai-litellm/", "official_url": "https://github.com/BerriAI/litellm", "category": "inference_runtime", "score": 9.0, "cohort_rank": 6, "global_score_rank": 10, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260713-litellm-mocked-completion-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731332d6c6974656c6c6d2d6d6f636b65642d636f6d706c6574696f6e2d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:kilo-org/kilocode", "name": "Kilo-Org/kilocode", "item_url": "/item/kilo-org-kilocode/", "official_url": "https://github.com/Kilo-Org/kilocode", "category": "coding_agent", "score": 9.0, "cohort_rank": 7, "global_score_rank": 11, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260714-kilo-code-local-read-agent-workflow-v2" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731342d6b696c6f2d636f64652d6c6f63616c2d726561642d6167656e742d776f726b666c6f772d7632.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:awslabs/mcp", "name": "awslabs/mcp", "item_url": "/item/awslabs-mcp/", "official_url": "https://github.com/awslabs/mcp", "category": "other", "score": 9.0, "cohort_rank": 8, "global_score_rank": 13, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260714-aws-documentation-mcp-public-read-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731342d6177732d646f63756d656e746174696f6e2d6d63702d7075626c69632d726561642d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:agentclientprotocol/agent-client-protocol", "name": "ACP: Apache-2.0 Open Standard (Current Stable v1) for Connecting Any Code Editor to Any Coding Agent (JSON-RPC, 5 SDKs)", "item_url": "/item/acp-apache-2-0-open-standard-current-stable-v1-for-connecting-any-code-e/", "official_url": "https://github.com/agentclientprotocol/agent-client-protocol", "category": "other", "score": 9.0, "cohort_rank": 9, "global_score_rank": 17, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260713-acp-ndjson-read-callback-workflow-v3" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731332d6163702d6e646a736f6e2d726561642d63616c6c6261636b2d776f726b666c6f772d7633.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:qwenlm/qwen-code", "name": "QwenLM/qwen-code", "item_url": "/item/qwenlm-qwen-code/", "official_url": "https://github.com/QwenLM/qwen-code", "category": "other", "score": 8.9, "cohort_rank": 10, "global_score_rank": 18, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260714-qwen-code-local-read-agent-workflow-v3" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731342d7177656e2d636f64652d6c6f63616c2d726561642d6167656e742d776f726b666c6f772d7633.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:xiaomimimo/mimo-code", "name": "XiaomiMiMo/MiMo-Code", "item_url": "/item/xiaomimimo-mimo-code/", "official_url": "https://github.com/XiaomiMiMo/MiMo-Code", "category": "other", "score": 8.9, "cohort_rank": 11, "global_score_rank": 23, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260714-mimo-code-local-read-agent-workflow-v2" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731342d6d696d6f2d636f64652d6c6f63616c2d726561642d6167656e742d776f726b666c6f772d7632.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:openai/openai-agents-python", "name": "openai/openai-agents-python", "item_url": "/item/openai-openai-agents-python/", "official_url": "https://github.com/openai/openai-agents-python", "category": "agent_framework", "score": 8.9, "cohort_rank": 12, "global_score_rank": 28, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-openai-agents-function-tool-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d6f70656e61692d6167656e74732d66756e6374696f6e2d746f6f6c2d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:run-llama/llama_index", "name": "run-llama/llama_index", "item_url": "/item/run-llama-llama-index/", "official_url": "https://github.com/run-llama/llama_index", "category": "other", "score": 8.9, "cohort_rank": 13, "global_score_rank": 29, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-llama-index-document-store-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d6c6c616d612d696e6465782d646f63756d656e742d73746f72652d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:kreuzberg-dev/kreuzberg", "name": "kreuzberg-dev/kreuzberg", "item_url": "/item/kreuzberg-dev-kreuzberg/", "official_url": "https://github.com/kreuzberg-dev/kreuzberg", "category": "other", "score": 8.9, "cohort_rank": 14, "global_score_rank": 30, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-kreuzberg-html-extraction-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d6b7265757a626572672d68746d6c2d65787472616374696f6e2d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:olo-dot-io/uni-cli", "name": "olo-dot-io/Uni-CLI", "item_url": "/item/olo-dot-io-uni-cli/", "official_url": "https://github.com/olo-dot-io/Uni-CLI", "category": "other", "score": 8.9, "cohort_rank": 15, "global_score_rank": 31, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260714-unicli-loopback-search-extract-workflow-v3" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731342d756e69636c692d6c6f6f706261636b2d7365617263682d657874726163742d776f726b666c6f772d7633.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:oraios/serena", "name": "oraios/serena", "item_url": "/item/oraios-serena/", "official_url": "https://github.com/oraios/serena", "category": "coding_agent", "score": 8.9, "cohort_rank": 16, "global_score_rank": 33, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260714-serena-mcp-semantic-rename-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731342d736572656e612d6d63702d73656d616e7469632d72656e616d652d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:langflow-ai/langflow", "name": "langflow-ai/langflow", "item_url": "/item/langflow-ai-langflow/", "official_url": "https://github.com/langflow-ai/langflow", "category": "other", "score": 8.8, "cohort_rank": 17, "global_score_rank": 36, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260714-langflow-lfx-local-graph-workflow-v2" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731342d6c616e67666c6f772d6c66782d6c6f63616c2d67726170682d776f726b666c6f772d7632.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:earendil-works/pi", "name": "earendil-works/pi", "item_url": "/item/earendil-works-pi/", "official_url": "https://github.com/earendil-works/pi", "category": "other", "score": 8.8, "cohort_rank": 18, "global_score_rank": 37, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260714-pi-local-read-agent-workflow-v2" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731342d70692d6c6f63616c2d726561642d6167656e742d776f726b666c6f772d7632.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:prefecthq/fastmcp", "name": "PrefectHQ/fastmcp", "item_url": "/item/prefecthq-fastmcp/", "official_url": "https://github.com/PrefectHQ/fastmcp", "category": "mcp_infrastructure", "score": 8.8, "cohort_rank": 19, "global_score_rank": 39, "verification_stage": "retested_recently", "run_ids": [ "cohort-20260712-fastmcp-local-server", "cohort-20260714-fastmcp-local-server" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d666173746d63702d6c6f63616c2d736572766572.txt", "/data/v1/test-logs/run-636f686f72742d32303236303731342d666173746d63702d6c6f63616c2d736572766572.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:hugohe3/ppt-master", "name": "hugohe3/ppt-master", "item_url": "/item/hugohe3-ppt-master/", "official_url": "https://github.com/hugohe3/ppt-master", "category": "other", "score": 8.8, "cohort_rank": 20, "global_score_rank": 40, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260714-ppt-master-svg-to-editable-pptx-workflow-v2" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731342d7070742d6d61737465722d7376672d746f2d6564697461626c652d707074782d776f726b666c6f772d7632.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:withastro/flue", "name": "withastro/flue", "item_url": "/item/withastro-flue/", "official_url": "https://github.com/withastro/flue", "category": "agent_framework", "score": 8.8, "cohort_rank": 21, "global_score_rank": 43, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260714-flue-local-harness-fs-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731342d666c75652d6c6f63616c2d6861726e6573732d66732d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:openai/openai-agents-js", "name": "openai/openai-agents-js", "item_url": "/item/openai-openai-agents-js/", "official_url": "https://github.com/openai/openai-agents-js", "category": "agent_framework", "score": 8.8, "cohort_rank": 22, "global_score_rank": 46, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260713-openai-agents-js-deterministic-tool-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731332d6f70656e61692d6167656e74732d6a732d64657465726d696e69737469632d746f6f6c2d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:mnexa-ai/e2a", "name": "Mnexa-AI/e2a", "item_url": "/item/mnexa-ai-e2a/", "official_url": "https://github.com/Mnexa-AI/e2a", "category": "business_workflow", "score": 8.8, "cohort_rank": 23, "global_score_rank": 47, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260713-e2a-signed-webhook-verification-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731332d6532612d7369676e65642d776562686f6f6b2d766572696669636174696f6e2d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:colbymchenry/codegraph", "name": "colbymchenry/codegraph", "item_url": "/item/colbymchenry-codegraph/", "official_url": "https://github.com/colbymchenry/codegraph", "category": "other", "score": 8.8, "cohort_rank": 24, "global_score_rank": 50, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260713-codegraph-local-index-query-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731332d636f646567726170682d6c6f63616c2d696e6465782d71756572792d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:yamadashy/repomix", "name": "yamadashy/repomix", "item_url": "/item/yamadashy-repomix/", "official_url": "https://github.com/yamadashy/repomix", "category": "other", "score": 8.8, "cohort_rank": 25, "global_score_rank": 55, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-repomix-isolated" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d7265706f6d69782d69736f6c61746564.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:confident-ai/deepeval", "name": "DeepEval: The LLM Evaluation Framework (Unit-Test-Style LLM Eval + Red-Teaming + Tracing)", "item_url": "/item/deepeval-the-llm-evaluation-framework-unit-test-style-llm-eval-red-teami/", "official_url": "https://github.com/confident-ai/deepeval", "category": "other", "score": 8.8, "cohort_rank": 26, "global_score_rank": 60, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-deepeval-deterministic-metrics-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d646565706576616c2d64657465726d696e69737469632d6d6574726963732d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:fission-ai/openspec", "name": "Fission-AI/OpenSpec", "item_url": "/item/fission-ai-openspec/", "official_url": "https://github.com/Fission-AI/OpenSpec", "category": "coding_agent", "score": 8.7, "cohort_rank": 27, "global_score_rank": 71, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260713-openspec-strict-change-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731332d6f70656e737065632d7374726963742d6368616e67652d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:promptfoo/promptfoo", "name": "promptfoo/promptfoo", "item_url": "/item/promptfoo-promptfoo/", "official_url": "https://github.com/promptfoo/promptfoo", "category": "other", "score": 8.7, "cohort_rank": 28, "global_score_rank": 74, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-promptfoo-isolated" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d70726f6d7074666f6f2d69736f6c61746564.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:pydantic/pydantic-ai", "name": "pydantic/pydantic-ai", "item_url": "/item/pydantic-pydantic-ai/", "official_url": "https://github.com/pydantic/pydantic-ai", "category": "other", "score": 8.7, "cohort_rank": 29, "global_score_rank": 95, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-pydantic-ai-testmodel-tool-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d707964616e7469632d61692d746573746d6f64656c2d746f6f6c2d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:chroma-core/chroma", "name": "Chroma: Apache-2.0 Open-Source Search Infrastructure for AI (Dense + Sparse + Full-Text + Multi-Vector Search, Native MCP Server, Chroma Cloud / Enterprise)", "item_url": "/item/chroma-apache-2-0-open-source-search-infrastructure-for-ai-dense-sparse/", "official_url": "https://github.com/chroma-core/chroma", "category": "rag_knowledge", "score": 8.7, "cohort_rank": 30, "global_score_rank": 112, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-chroma-local-vector" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d6368726f6d612d6c6f63616c2d766563746f72.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:comet-ml/opik", "name": "Opik: Apache-2.0 Open-Source AI Observability, Evaluation, and Optimization Platform (Tracing + Eval + Opik Optimizer)", "item_url": "/item/opik-apache-2-0-open-source-ai-observability-evaluation-and-optimization/", "official_url": "https://github.com/comet-ml/opik", "category": "other", "score": 8.7, "cohort_rank": 31, "global_score_rank": 113, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-opik-deterministic-evaluation-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d6f70696b2d64657465726d696e69737469632d6576616c756174696f6e2d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:microsoft/onnxruntime", "name": "ONNX Runtime: MIT Microsoft Cross-Platform ML Inference + Training Accelerator (21,042*, ONNX Standard, CPU/GPU/NPU Hardware Acceleration, 100+ Models Supported)", "item_url": "/item/onnx-runtime-mit-microsoft-cross-platform-ml-inference-training-accelera/", "official_url": "https://github.com/microsoft/onnxruntime", "category": "inference_runtime", "score": 8.7, "cohort_rank": 32, "global_score_rank": 116, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-onnxruntime-cpu-inference-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d6f6e6e7872756e74696d652d6370752d696e666572656e63652d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:deepset-ai/haystack", "name": "deepset-ai/Haystack v2.30.1", "item_url": "/item/deepset-ai-haystack-v2-30-1/", "official_url": "https://github.com/deepset-ai/haystack/releases/tag/v2.30.1", "category": "other", "score": 8.6, "cohort_rank": 33, "global_score_rank": 135, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-haystack-memory-store" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d686179737461636b2d6d656d6f72792d73746f7265.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:alibaba/zvec", "name": "alibaba/zvec", "item_url": "/item/alibaba-zvec/", "official_url": "https://github.com/alibaba/zvec", "category": "rag_knowledge", "score": 8.4, "cohort_rank": 34, "global_score_rank": 352, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-zvec-local-vector-collection-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d7a7665632d6c6f63616c2d766563746f722d636f6c6c656374696f6e2d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:vercel-labs/skills", "name": "vercel-labs/skills", "item_url": "/item/vercel-labs-skills/", "official_url": "https://github.com/vercel-labs/skills", "category": "other", "score": 8.4, "cohort_rank": 35, "global_score_rank": 465, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-vercel-skills-local-install-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d76657263656c2d736b696c6c732d6c6f63616c2d696e7374616c6c2d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:agno-agi/agno", "name": "agno-agi/agno", "item_url": "/item/agno-agi-agno/", "official_url": "https://github.com/agno-agi/agno", "category": "agent_framework", "score": 8.3, "cohort_rank": 36, "global_score_rank": 523, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-agno-local-multistep-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d61676e6f2d6c6f63616c2d6d756c7469737465702d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:neuml/txtai", "name": "neuml/txtai", "item_url": "/item/neuml-txtai/", "official_url": "https://github.com/neuml/txtai", "category": "rag_knowledge", "score": 8.3, "cohort_rank": 37, "global_score_rank": 568, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-txtai-keyword-retrieval-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d74787461692d6b6579776f72642d72657472696576616c2d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:langchain-ai/langchain", "name": "langchain-ai/langchain", "item_url": "/item/langchain-ai-langchain/", "official_url": "https://github.com/langchain-ai/langchain", "category": "other", "score": 8.0, "cohort_rank": 38, "global_score_rank": 979, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-langchain-runnable-routing-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d6c616e67636861696e2d72756e6e61626c652d726f7574696e672d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:daoyuanli2816/can-i-finetune-this", "name": "DaoyuanLi2816/can-i-finetune-this", "item_url": "/item/daoyuanli2816-can-i-finetune-this/", "official_url": "https://github.com/DaoyuanLi2816/can-i-finetune-this", "category": "other", "score": 7.9, "cohort_rank": 39, "global_score_rank": 1111, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-canifinetune-offline-estimate-recipe-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d63616e6966696e6574756e652d6f66666c696e652d657374696d6174652d7265636970652d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:ikalus1988/misakanet", "name": "Ikalus1988/MisakaNet", "item_url": "/item/ikalus1988-misakanet/", "official_url": "https://github.com/Ikalus1988/MisakaNet", "category": "other", "score": 7.9, "cohort_rank": 40, "global_score_rank": 1122, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-misakanet-bm25-rrf-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d6d6973616b616e65742d626d32352d7272662d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:kucherenko/jscpd", "name": "kucherenko/jscpd", "item_url": "/item/kucherenko-jscpd/", "official_url": "https://github.com/kucherenko/jscpd", "category": "coding_agent", "score": 7.9, "cohort_rank": 41, "global_score_rank": 1185, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-jscpd-duplicate-detection-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d6a736370642d6475706c69636174652d646574656374696f6e2d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:data-context-hq/datacontext", "name": "data-context-hq/datacontext", "item_url": "/item/data-context-hq-datacontext/", "official_url": "https://github.com/data-context-hq/datacontext", "category": "other", "score": 7.9, "cohort_rank": 42, "global_score_rank": 1205, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-datacontext-sqlite-attribution-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d64617461636f6e746578742d73716c6974652d6174747269627574696f6e2d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:langchain-ai/langgraph", "name": "langchain-ai/langgraph", "item_url": "/item/langchain-ai-langgraph/", "official_url": "https://github.com/langchain-ai/langgraph", "category": "other", "score": 7.8, "cohort_rank": 43, "global_score_rank": 1336, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-langgraph-local-routing" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d6c616e6767726170682d6c6f63616c2d726f7574696e67.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:microsoft/presidio", "name": "microsoft/presidio", "item_url": "/item/microsoft-presidio/", "official_url": "https://github.com/microsoft/presidio", "category": "security", "score": 7.8, "cohort_rank": 44, "global_score_rank": 1366, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-presidio-custom-identifier-scan" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d707265736964696f2d637573746f6d2d6964656e7469666965722d7363616e.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:sibyl-labs/sibyl-memory", "name": "Sibyl-Labs/Sibyl-Memory", "item_url": "/item/sibyl-labs-sibyl-memory/", "official_url": "https://github.com/Sibyl-Labs/Sibyl-Memory", "category": "rag_knowledge", "score": 7.7, "cohort_rank": 45, "global_score_rank": 1468, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-sibyl-local-memory-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d736962796c2d6c6f63616c2d6d656d6f72792d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] }, { "id": "gh:microsoft/semantic-kernel", "name": "microsoft/semantic-kernel python-1.43.1", "item_url": "/item/microsoft-semantic-kernel-python-1-43-1/", "official_url": "https://github.com/microsoft/semantic-kernel/releases/tag/python-1.43.1", "category": "agent_framework", "score": 7.7, "cohort_rank": 46, "global_score_rank": 1469, "verification_stage": "bounded_workflow_tested", "run_ids": [ "cohort-20260712-semantic-kernel-native-plugin-workflow" ], "evidence_urls": [ "/data/v1/test-logs/run-636f686f72742d32303236303731322d73656d616e7469632d6b65726e656c2d6e61746976652d706c7567696e2d776f726b666c6f77.txt" ], "selection_basis": [ "retained_passed_bounded_workflow", "credential_stripped_disposable_environment", "no_paid_or_authenticated_service_exercised", "retained_cleanup_and_log_evidence" ] } ], "high_rank_exclusions": [] }