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Data & Retrieval

32 toolsAvg score 74

RAG pipelines, ingestion tools, chunking strategies, and knowledge connectors for grounding agent responses in verified data.

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We only list tools that meet minimum quality standards.

32 tools

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Cohere Rerank logo

Cohere Rerank

FULL AUTO
88
Trust score

Cohere Rerank is a mature, enterprise-grade reranking API with strong documentation, reliability, and integrations, ideal for production RAG pipelines.

AGENT
82
TRUST
92
INTEROP
85
SECURE
90
DOCS
92
Stale
View details →
Tavily logo

Tavily

FULL AUTO
87
Trust score

Tavily delivers robust search APIs optimized for AI agents with strong docs and integrations, tempered by user data training in ToS.

AGENT
92
TRUST
92
INTEROP
85
SECURE
82
DOCS
82
Verified Mar 2026MCPREST
View details →
Elasticsearch logo

Elasticsearch

NEEDS APPROVAL
85
Trust score

Distributed search and analytics engine with native vector search (dense_vector field + kNN). Supports hybrid BM25 + vector retrieval for RAG pipelines. Elastic Cloud provides managed hosting; open-source version available.

AGENT
92
TRUST
88
INTEROP
90
SECURE
72
DOCS
85
unexpected costs from data transfer and API callsoverages in consumption-based pricing
Verified Apr 2026MCPA2AREST
View details →
Vespa logo

Vespa

FULL AUTO
83
Trust score

Open-source search and vector database engine developed by Yahoo, supporting hybrid text + vector search with real-time indexing. Combines approximate nearest neighbor (ANN) search with structured filtering, ranking expressions, and streaming inference. Deployable self-hosted or via Vespa Cloud.

AGENT
85
TRUST
88
INTEROP
85
SECURE
85
DOCS
72
Verified Apr 2026MCPREST
View details →
Jina AI logo

Jina AI

FULL AUTO
82
Trust score

Neural search company providing embedding models (jina-embeddings-v3), rerankers (jina-reranker-v2), and grounded reader models. High-performance multilingual embeddings optimized for RAG pipelines and semantic search.

AGENT
85
TRUST
88
INTEROP
85
SECURE
85
DOCS
65
request timeout or failure for certain webpages during fetchrate limiting on free unauthenticated access+1 more
Verified Apr 2026MCPREST
View details →
Morphik logo

Morphik

FULL AUTO
81
Trust score

Morphik is a solid multimodal RAG platform with strong API/MCP support and enterprise features, ideal for document-heavy AI apps but lacking load testing data and broad framework integrations.

AGENT
85
TRUST
65
INTEROP
85
SECURE
85
DOCS
85
Verified Mar 2026MCPREST
View details →
Apache Solr logo

Apache Solr

FULL AUTO
80
Trust score

Enterprise search platform with native dense vector search (DenseVectorField, HNSW indexing) that powers hybrid RAG pipelines in AI agent systems. Solr's strength is combining BM25 keyword relevance with semantic vector similarity in a single query — the hybrid mode outperforms pure vector search on factual retrieval tasks. A dedicated Solr MCP Server (github.com/apache/solr-mcp) exposes Solr collections directly to AI agents via the Model Context Protocol, enabling agents to query enterprise document corpora without custom integration code. Organizations with existing Solr deployments use it as the retrieval backbone for agentic RAG rather than migrating to a new vector DB.

AGENT
75
TRUST
92
INTEROP
85
SECURE
65
DOCS
85
Verified Apr 2026MCPREST
View details →
Plaid logo

Plaid

NEEDS APPROVAL
80
Trust score

Financial data API that is the primary ingestion layer for finance-focused AI agents. Plaid connects to 12,000+ banks and financial institutions, giving agents real-time access to transaction history, account balances, investment holdings, liabilities, and identity verification. Finance agents use Plaid for budget analysis, expense categorization, cashflow forecasting, fraud detection, and pay-based automation — any agent that needs to act on real financial data starts with Plaid as the authoritative data source.

AGENT
85
TRUST
85
INTEROP
72
SECURE
75
DOCS
85
null returns for institution connection on micro-deposit itemsaccount data limited to active accounts only+1 more
Verified Apr 2026MCPREST
View details →
Unstructured logo

Unstructured

FULL AUTO
80
Trust score

Unstructured delivers robust unstructured data processing via well-documented REST API with strong LangChain/LlamaIndex interop and enterprise compliance, tempered by unclear rate limits and potential data usage concerns.

AGENT
82
TRUST
78
INTEROP
85
SECURE
85
DOCS
72
Verified Mar 2026MCPREST
View details →
LlamaParse logo

LlamaParse

FULL AUTO
80
Trust score

Production-ready parsing API with excellent docs/ecosystem, solid trust/privacy, but needs OpenAPI spec and perf benchmarks for elite tier.

AGENT
85
TRUST
92
INTEROP
85
SECURE
65
DOCS
72
documentation inaccuracies in v2 API examples
Verified Mar 2026MCPREST
View details →
Vectara logo

Vectara

FULL AUTO
80
Trust score

Vectara delivers a robust enterprise Agent System with strong docs, security, and interop, tempered by limited public reliability transparency.

AGENT
85
TRUST
65
INTEROP
85
SECURE
82
DOCS
85
storage quota recognition delayed up to 4 hours
Verified Mar 2026MCPREST
View details →
Haystack logo

Haystack

FULL AUTO
79
Trust score

Haystack is a mature open-source agent framework with strong docs and interop, backed by funded company deepset.ai, suitable for production agentic AI but primarily code-based rather than hosted API.

AGENT
82
TRUST
85
INTEROP
82
SECURE
65
DOCS
82
Verified Mar 2026MCPREST
View details →
Zilliz logo

Zilliz

FULL AUTO
77
Trust score

Fully managed cloud service for Milvus, the open-source vector database. Provides serverless and dedicated cluster options for high-performance similarity search at scale. Supports billion-vector datasets with automatic index management, multi-tenancy, and SDK clients for Python, Java, Node.js, and Go.

AGENT
65
TRUST
88
INTEROP
85
SECURE
75
DOCS
72
Verified Apr 2026MCPREST
View details →
Exa AI logo

Exa AI

FULL AUTO
77
Trust score

Neural search API built for LLM agents that retrieves semantically relevant web pages rather than keyword-matched links. Offers search, contents, and find-similar endpoints with clean text extraction suitable for RAG pipelines. Designed to replace web browsing in agentic workflows with structured, citable results.

AGENT
92
TRUST
82
INTEROP
82
SECURE
45
DOCS
82
Verified Apr 2026MCPREST
View details →
Exa logo

Exa

FULL AUTO
77
Trust score

Exa delivers production-grade AI search API with strong docs/integrations and SOC2 compliance but lacks explicit error docs, versioning policy, and opt-out for query training use.

AGENT
88
TRUST
75
INTEROP
92
SECURE
45
DOCS
85
Verified Mar 2026MCPREST
View details →
Docugami logo

Docugami

FULL AUTO
77
Trust score

Docugami offers a solid REST API for document AI processing with strong docs and compliance, but lacks agent-specific features like tool-calling and performance data.

AGENT
92
TRUST
75
INTEROP
70
SECURE
75
DOCS
75
max request size 300 MBunsupported file types
Verified Mar 2026REST
View details →
BrightData SERP API logo

BrightData SERP API

FULL AUTO
76
Trust score

Enterprise-grade SERP API with strong performance and OpenAPI support, ideal for production AI agents needing reliable search data.

AGENT
70
TRUST
80
INTEROP
75
SECURE
70
DOCS
85
Stale
View details →
R2R logo

R2R

FULL AUTO
74
Trust score

Promising open-source agentic RAG engine with strong GitHub activity but limited evidence on production reliability, security assurances, and documentation completeness.

AGENT
82
TRUST
65
INTEROP
75
SECURE
75
DOCS
75
Verified Mar 2026REST
View details →
Zyte logo

Zyte

FULL AUTO
72
Trust score

Web data extraction platform (formerly Scrapinghub). Provides smart proxy networks, browser automation APIs, and Zyte API for structured data extraction from any website at scale. Handles JavaScript rendering, anti-bot measures, and geo-targeting.

AGENT
82
TRUST
92
INTEROP
85
SECURE
65
DOCS
35
Verified Apr 2026MCPREST
View details →
SerpAPI logo

SerpAPI

FULL AUTO
72
Trust score

API service that returns structured JSON from Google, Bing, YouTube, and other search engines without managing headless browsers. Returns organic results, knowledge graphs, and shopping data in a consistent schema. Widely used as a search tool in LangChain and LlamaIndex agent toolkits.

AGENT
85
TRUST
85
INTEROP
90
SECURE
35
DOCS
65
rate limit under burst load
Verified Apr 2026MCPREST
View details →
Neo4j logo

Neo4j

NEEDS APPROVAL
72
Trust score

Graph database with native vector index support (HNSW). Combines graph traversal with semantic similarity search for GraphRAG patterns. Entity relationships are stored alongside vector embeddings for multi-hop reasoning.

AGENT
85
TRUST
85
INTEROP
85
SECURE
45
DOCS
60
Verified Apr 2026MCPREST
View details →
LlamaIndex logo

LlamaIndex

72
Trust score

Robust open-source agent framework with strong ecosystem and docs, held back by recent security vulns and limited cloud API maturity.

AGENT
62
TRUST
75
INTEROP
75
SECURE
65
DOCS
85
Verified Mar 2026
View details →
Voyage AI logo

Voyage AI

FULL AUTO
72
Trust score

Production-ready embedding API with strong interop and trust from MongoDB backing, solid docs, but lacks latency data and advanced agent features like tool-calling.

AGENT
65
TRUST
82
INTEROP
72
SECURE
75
DOCS
65
Verified Mar 2026MCPREST
View details →
Jina AI logo

Jina AI

FULL AUTO
72
Trust score

Production-ready search AI APIs with strong compliance but limited agent-specific features and some data usage concerns.

AGENT
72
TRUST
85
INTEROP
85
SECURE
75
DOCS
45
IP-based rate limit of 10,000 requests per 60 secondsFree tier: 100 RPM / 100K TPM / 2 concurrent requests
Verified Mar 2026MCP
View details →
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