Use Cases
Evaluate Mcp-based Agents
1 project
Evaluate Memory Systems On Locomo Benchmark
1 project
Evaluate Models And Services
1 project
Evaluate Models With Evalscope Baselines
1 project
Evaluate Next-step Reasoning Depth From Bounded Tool And Task Context
1 project
Evaluate Optimization Prompts With A Reproducible Harness
1 project
Evaluate Output Quality Against Explicit Criteria
1 project
Evaluate Perplexity And Benchmark Throughput
1 project
Evaluate Plan And Code Quality With Llm Judges
1 project
Evaluate Prompt Quality With Automated Assertions
1 project
Evaluate Prompts And Compare Model Outputs
1 project
Evaluate Rag Pipelines On A Fixed Corpus So Score Changes Mean Code Changes
1 project
Evaluate Rag Quality (answer Relevance, Context Precision)
1 project
Evaluate Rag Retrieval Quality By Exploring Which Snippets Answer Which Question
1 project
Evaluate Rag Retrieval Quality With Generated QA Sets
1 project
Evaluate Retrieval And Answer Quality With A Golden Set
1 project
Evaluate Routing Policy Savings Via 7-day Replay Backtests
1 project
Evaluate Skill Safety And Quality
1 project
Evaluate Skill Security Before Installing
1 project
Evaluate Speculative-decoding Acceptance Rates
1 project
Evaluate Symbol And Type Accuracy Against Ground-truth Source
1 project
Evaluate Tool-call Accuracy Against Real Llms
1 project
Evaluate Tool-selection Accuracy And Latency Against A Real Model Api
1 project
Evaluate Vision-language And Multimodal Models
1 project
Evaluate Visual Retrieval On Livevqa / Monaco Benchmarks
1 project
Evaluate Whether Evidence Supports A Claim
1 project
Evaluate Whether To Ship Or Delay A Release
1 project
Evaluating Agent Behaviour Against Yaml Test Suites Across Models
1 project
Evaluating And Monitoring Llm Pipelines
1 project
Evaluating And Securing Agents In Production
1 project
Evaluating Formal Reasoning Agents
1 project
Evaluating Hiring Roi And Rule Of 40
1 project
Evaluating Memory Construction And Retrieval From Agent Trajectories
1 project
Evaluating Non-ai-slop, Hand-picked Skill Quality
1 project
Evaluating Rag Quality With Ragas Metrics (faithfulness, Recall, Correctness)
1 project
Evaluating Tool-using Coding Agents (codex, Claude Code) On Trajectory QA
1 project
Evaluating Travel Planning Agents
1 project
Evaluating Web Search Agents
1 project
Evaluating Web Shopping Agents
1 project
Evolve And Evaluate Coding Agent Harnesses
1 project
Explore Context Retrieval, Compression, And Memory Approaches
1 project
Expose Corpus Retrieval To Claude Code, Cursor, Or Codex Via Mcp
1 project
Expose Rag Retrieval To Agents Over Mcp With Oauth 2.1
1 project
Expose Retrieval Through Cli, Web Ui, Rest Api And Typescript Sdk
1 project
Feed Agent Trajectories Into Evaluation And Optimization Pipelines
1 project
Find Jev Evaluation And Research Resources
1 project
Full-text And Semantic Retrieval Over A Local Obsidian-compatible Vault
1 project
Gate Ai-generated Code With 3-stage Automated Evaluation
1 project
Generate Evaluation Datasets
1 project
Generate Interactive Evaluation Reports
1 project
Generate Synthetic Datasets For Rag Evaluation
1 project
Generate Synthetic Evaluation Datasets
1 project
Generate Synthetic Training And Evaluation Data
1 project
Give Agents Scoped Knowledge Retrieval And Reviewed Memory
1 project
Give Coding Agents Ide-grade Semantic Code Retrieval Via Mcp
1 project
Global Vs Local Graph-based Retrieval Queries
1 project
Govern Mcp Servers And Tools Through A Policy-evaluating Gateway
1 project
Graph Rag Retrieval Over Structured Enterprise Data
1 project
Graph-backed Retrieval Across Enterprise Data
1 project
Graphrag And Hybrid Vector+bm25 Knowledge Retrieval
1 project
Hallucination Guardrails And Llm-as-a-judge Evals
1 project
Human-in-the-loop Agent Evaluation
1 project
Hybrid And Full-text Retrieval Over Atlas Collections
1 project
Hybrid Bm25 + Vector Retrieval Tuning
1 project
Hybrid Bm25 + Vector Retrieval With Explainable Score Traces
1 project
Hybrid Dense+sparse+graph Retrieval With Citations
1 project
Hybrid Embedding + Fts5 Bm25 + Rrf Memory Retrieval
1 project
Hybrid Keyword Plus Vector Code Retrieval
1 project
Hybrid Retrieval By Passing A Sql/bm25/acl Allowlist Into Search
1 project
Hybrid Semantic + Bm25 + Graph Traversal Retrieval
1 project
Hybrid Semantic + Keyword Retrieval Over Local Conversation History
1 project
Hybrid Semantic Plus Keyword Memory Retrieval
1 project
Hybrid Vector + Bm25 Retrieval With Recency Weighting Over Transcripts
1 project
Hybrid Vector + Keyword + Knowledge Graph + Web Retrieval With Rrf Fusion And Re
1 project
Id-based Document Indexing And Retrieval Api
1 project
Id-based Document Indexing And Retrieval For Librechat
1 project
Identify Evaluation Design Issues Such As Data Leakage Or Selective Reporting
1 project
Index Local Directories And Files For Full-text Retrieval
1 project
Ingest Local Folders, Pdfs, Office And Epub Files For Retrieval
1 project
Inspect Memory Usage And Retrieval Activity
1 project
Install Skills For Finding, Evaluating, And Setting Up Agent Services
1 project
Internal Document Retrieval
1 project
Job Listing Evaluation
1 project
Keep Retrieval Fully Offline And Zero-config After The First Embedding Model Dow
1 project
Keyword Plus Embedding-backed Semantic Memory Retrieval
1 project
Knowledge Base Retrieval For Rag Pipelines
1 project
Language Modeling Perplexity Evaluation On Pg19 Long Documents
1 project
Launch And Debug Java Apps With Breakpoints And Expression Evaluation From An Ag
1 project
Learn Open-source Model Selection And Evaluation
1 project
Learning Rag Architectures And Retrieval Techniques
1 project
Llm Evaluation, Tracing And Observability
1 project
Local Offline Semantic + Hybrid (bm25/graph) Memory Retrieval
1 project
Local Rag Retrieval With Zero Llm Tokens Per Query
1 project
Long-context Passkey Retrieval Benchmarking
1 project
Long-running Research And Agent Evaluation Runs
1 project
Long-term Memory And Preference Retrieval
1 project
Long-term Memory With Vector + Keyword Retrieval
1 project
Manage Evaluators And Experiments For Agent Quality
1 project
Manage Skill Installs And Eval Coverage In A Desktop App
1 project
Mcp Server For Live Data Retrieval In Claude Code
1 project